Novel Recommendation based on Personal Popularity Tendency

Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH
Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Silence of the Lambs, The (1991) 137,332,208 English Patient, The (1996) 111,415,132 Shawshank Redemption, The (1994) 28,341,469
Shawshank Redemption, The (1994) 28,341,469 Full Monty, The (1997) 45,857,453 Usual Suspects, The (1995) 1,120,000
English Patient, The (1996) 111,415,132 Silence of the Lambs, The (1991) 137,332,208 Babe (1995) 66,600,000
Usual Suspects, The (1995) 1,120,000 Return of the Jedi (1983) 500,773,409 Chasing Amy (1997) 12,006,514
Empire Strikes Back, The (1980) 225,554,189 Dead Man Walking (1995) 39,025,000 Birds, The (1963) 16,493,900
Chinatown (1974) 42,400,000 Shawshank Redemption, The (1994) 28,341,469 Chinatown (1974) 42,400,000
Full Monty, The (1997) 45,857,453 Toy Story (1995) 133,344,903 Cool Hand Luke (1967) 7,300,000
Return of the Jedi (1983) 500,773,409 Usual Suspects, The (1995) 1,120,000 Silence of the Lambs, The (1991) 137,332,208
Dead Man Walking (1995) 39,025,000 Empire Strikes Back, The (1980) 225,554,189 African Queen, The (1951) 4,300,000
Alien (1979) 42,285,739 Alien (1979) 42,285,739 Four Days in September (1997) 310,724
Average 117,410,459 Average 126,504,950 Average 31,620,481

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Unforgiven (1992) 119,081,912
Streetcar Named Desire, A (1951) 4,414,474
Trainspotting (1996) 16,501,785
Citizen Kane (1941) 1,640,769
Carried Away (1996) 290,978
Freeway (1996) 295,493
Schindler's List (1993) 140,409,248
Four Weddings and a Funeral (1994) 75,888,832
Quiz Show (1994) 24,822,619
High Noon (1952) 7,150,000
Sunset Blvd. (1950) 7,500,000
Nobody's Fool (1994) 57,487,686
Contact (1997) 149,887,543
Big Night (1996) 11,881,039
Cyrano de Bergerac (1990) 5,820,020
Twelve Monkeys (1995) 82,512,000
Godfather: Part II, The (1974) 87,973,000
Titanic (1997) 600,779,824
Patton (1970) 89,800,000
Quiet Man, The (1952) 3,800,000
Mighty Aphrodite (1995) 6,700,000
Secrets & Lies (1996) 13,417,292
Clockwork Orange, A (1971) 38,589,355
Heavenly Creatures (1994) 3,049,135
Mr. Smith Goes to Washington (1939) 1,500,000
Full Metal Jacket (1987) 69,057,676
Amadeus (1984) 23,401,401
My Left Foot (1989) 14,743,391
Touch of Evil (1958) 2,237,659
Sense and Sensibility (1995) 62,493,774
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Gone with the Wind (1939) 200,155,278
Gigi (1958) 13,208,725
GoodFellas (1990) 67,336,394
City of Lost Children, The (1995) 1,513,028
Taxi Driver (1976) 33,669,000
Chasing Amy (1997) 12,006,514
To Kill a Mockingbird (1962) 20,629,846
In the Bleak Midwinter (1995) 346,839
Before Sunrise (1995) 1,423,537
This Is Spinal Tap (1984) 188,751
Monty Python and the Holy Grail (1974) 1,821,082
2001: A Space Odyssey (1968) 25,761,621
Vertigo (1958) 7,024,928
My Favorite Year (1982) 20,123,620
Bridge on the River Kwai, The (1957) 50,495,000
Ed Wood (1994) 5,887,457
Much Ado About Nothing (1993) 22,551,000
Washington Square (1997) 1,710,693
Star Wars (1977) 731,853,665
Richard III (1995) 2,600,000
Mediterraneo (1991) 4,532,791
Enchanted April (1991) 13,200,170
In the Company of Men (1997) 2,856,622
Heathers (1989) 1,108,462
Red Rock West (1992) 2,502,551
Trust (1990) 356,122
Apocalypse Now (1979) 42,606,290
Misérables, Les (1995) 1,035,890
Raising Arizona (1987) 22,847,564
Strictly Ballroom (1992) 11,738,022
North by Northwest (1959) 19,977,527
Postino, Il (1994) 20,681,301
Godfather, The (1972) 291,702,411
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Vanya on 42nd Street (1994) 1,746,050
To Catch a Thief (1955) 13,250,000
Hoop Dreams (1994) 7,830,611
Persuasion (1995) 5,462,325
Good Will Hunting (1997) 192,328,280
Rebecca (1940) 1,526,957
Fargo (1996) 24,611,975
Lawrence of Arabia (1962) 20,652,481
Philadelphia Story, The (1940) 3,000,000
Ice Storm, The (1997) 7,837,632
Ran (1985) 113,948
Little Women (1994) 75,083,616
Brazil (1985) 6,500,000
Paths of Glory (1957) 899,327
Psycho (1960) 43,200,000
Lone Star (1996) 13,269,963
Henry V (1989) 10,161,099
Grifters, The (1990) 13,446,769
Three Colors: White (1994) 1,464,625
Bringing Up Baby (1938) 10,863
People vs. Larry Flynt, The (1996) 20,191,312
Manhattan (1979) 39,900,000
Emma (1996) 22,201,883
Boot, Das (1981) 11,433,134
Wag the Dog (1997) 43,022,524
Casino (1995) 62,726,000
Highlander (1986) 5,735,847
Everyone Says I Love You (1996) 9,714,482
Leaving Las Vegas (1995) 31,968,347
Blade Runner (1982) 1,445,283
M*A*S*H (1970) 109,920,000
L.A. Confidential (1997) 64,604,977
Some Like It Hot (1959) 33,300,000
Breakfast at Tiffany's (1961) 15,500,000
Annie Hall (1977) 57,253,791
Casablanca (1942) 5,806,467
Pulp Fiction (1994) 84,022,201
Rear Window (1954) 6,759,601
To Die For (1995) 21,284,514
Boogie Nights (1997) 26,384,919
Princess Bride, The (1987) 21,277,649
Miller's Crossing (1990) 5,080,409
Antonia's Line (1995) 4,823,217
Thin Man, The (1934) 1,423,000
Young Frankenstein (1974) 125,123,000
It's a Wonderful Life (1946) 3,548,018
Apt Pupil (1998) 8,838,938
Ulee's Gold (1997) 9,054,736
Deconstructing Harry (1997) 10,569,071
Gandhi (1982) 77,737,889
Remains of the Day, The (1993) 22,954,968
Raging Bull (1980) 49,034
Average 42,407,230
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